Artificial intelligence applications for enhancing organizational excellence: Modifying role of supply chain agility

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The study’s goal was to demonstrate the modifying role of supply chain agility in the impact of artificial intelligence applications on organizational excellence in Jordanian e-commerce companies. The analytical and descriptive approach was adopted. The study population consisted of 160 companies operating in the e-commerce sector in Jordan. The sample comprised 400 respondents working in senior and middle management positions. The questionnaire was utilized to collect the data. The results showed an impact of artificial intelligence applications in all dimensions (expert systems and neural networks) on the organizational excellence of e-commerce companies in Jordan. The value of the adjusted coefficient of determination (Adj. R2) was .265%. Based on the model’s F value (4.1190) and its level of significance (P; 0.00), the impact of these techniques on organizational excellence is statistically significant. Additionally, the results displayed an impact of supply chain agility on improving the impact of artificial intelligence applications on organizational excellence. The value of the degree of influence ß after introducing the modified variable supply chain agility and the value of R Square increased by .11 at the significance level (Sig). = 0.000. This study recommended training workers to stay up to date with developments in artificial intelligence, expert systems, and neural networks in their operations, control of searching for this evidence within databases, and knowledge representation.

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    • Table 1. Means and standard deviations for expert systems
    • Table 2. Means and standard deviations for neural networks
    • Table 3. Means and deviations for the dependent variable: Organizational excellence
    • Table 4. Means and deviations for the modifying variable: Supply chain agility
    • Table 5. Multiple and simple linear regression test: Impact of AI on organizational excellence of e-commerce companies in Jordan
    • Table 6. Hierarchical multiple linear regression test for the second hypothesis
    • Conceptualization
      Mohammad Alnadi
    • Formal Analysis
      Mohammad Alnadi, Shadi Altahat
    • Investigation
      Mohammad Alnadi
    • Methodology
      Mohammad Alnadi
    • Resources
      Mohammad Alnadi, Shadi Altahat
    • Writing – original draft
      Mohammad Alnadi
    • Validation
      Shadi Altahat
    • Visualization
      Shadi Altahat
    • Writing – review & editing
      Shadi Altahat